from .base import * import ctranslate2, sentencepiece as spm SUGOIMODEL_TRANSLATOR_DIRPATH = 'data/models/sugoi_translator/' SUGOIMODEL_TOKENIZATOR_PATH = SUGOIMODEL_TRANSLATOR_DIRPATH + "spm.ja.nopretok.model" @register_translator('Sugoi') class SugoiTranslator(BaseTranslator): concate_text = False params: Dict = { 'device': DEVICE_SELECTOR() } def _setup_translator(self): self.lang_map['日本語'] = 'ja' self.lang_map['English'] = 'en' self.translator = ctranslate2.Translator(SUGOIMODEL_TRANSLATOR_DIRPATH, device=self.params['device']['value']) self.tokenizator = spm.SentencePieceProcessor(model_file=SUGOIMODEL_TOKENIZATOR_PATH) def _translate(self, src_list: List[str]) -> List[str]: text = [i.replace(".", "@").replace(".", "@") for i in src_list] tokenized_text = self.tokenizator.encode(text, out_type=str, enable_sampling=True, alpha=0.1, nbest_size=-1) tokenized_translated = self.translator.translate_batch(tokenized_text) text_translated = [''.join(text[0]["tokens"]).replace('▁', ' ').replace("@", ".") for text in tokenized_translated] return text_translated def updateParam(self, param_key: str, param_content): super().updateParam(param_key, param_content) if param_key == 'device': if hasattr(self, 'translator'): delattr(self, 'translator') self.translator = ctranslate2.Translator(SUGOIMODEL_TRANSLATOR_DIRPATH, device=self.params['device']['value']) @property def supported_tgt_list(self) -> List[str]: return ['English'] @property def supported_src_list(self) -> List[str]: return ['日本語']